Partial validation of cellular automata based model simulations of urban growth: an approach to assessing factor influence using spatial methods
Identifiers
Permanent link (URI): http://hdl.handle.net/10017/36010DOI: 10.1016/j.envsoft.2015.03.008 1364-8152
ISSN: 1364-8152
Date
2015-03-01Funders
Ministerio de Economía y Competitividad
Bibliographic citation
Environmental Modelling and Software, 2015, v. 69, p. 77-89
Keywords
Cellular automata models
Urban growth
Partial validation
Map comparison
Frequency maps
Project
CSO2012-38158-C02-01 (Ministerio de Economía y Competitividad)
Document type
info:eu-repo/semantics/article
Version
info:eu-repo/semantics/publishedVersion
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
©Elsevier, 2015
Access rights
info:eu-repo/semantics/openAccess
Abstract
Cellular Automata (CA) based models have a high aptitude to reproduce the characteristics of urban processes and are useful to explore future scenarios. However, validation of their results poses a major challenge due to the absence of real future data with which to compare them. A
partial validation applied to a CA-based model for the Madrid Region (Spain) is presented as a
proposal for determining the influence of given factors on the results and testing their spatial
variability. Several simulations of the model were computed by different combinations of factors,
and results were compared using flexible map comparison methods in order to study spatial
pattern matches and similarities between them. Main and total effects of these factors were
calculated for each method, by applying a simplified Global Sensitivity Analysis approach.
Frequency maps showing the most frequent cells with changed land use in the results were
generated.
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partial_barreira_EMS_2015.pdf | 2.052Mb |
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partial_barreira_EMS_2015.pdf | 2.052Mb |
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